Kilian Tep – Medium

Published in Towards Data Science

·Aug 4, 2019

AI For SEA Traffic Management: Window LSTM for Multi-Step Forecasting (Epilogue)

Updated LSTM architecture where each time step is predicted within the model — Also read: AI For SEA Traffic Management: Feature Engineering (Part 1/2) AI for SEA Traffic Management: Modeling (Part 2/2) In my previous posts, I’ve described how I went on about tackling the AI For Sea’s Traffic Management challenge organized by Grab. The task consisted in predicting Grab’s booking demand for…

Machine Learning

5 min read

AI For SEA Traffic Management: Window LSTM for Multi-Step Forecasting (Epilogue)

Machine Learning

5 min read

Published in Towards Data Science

·Jun 17, 2019

AI For SEA Traffic Management: Modeling (Part 2/2)

LSTM architecture for time-series problem with geolocation features — Also read: AI For SEA Traffic Management: Feature Engineering (Part 1/2) UPDATE: the approach of this article is now outdated. You can take a look at the better performing approaching with the link below: AI For SEA Traffic Management: Window LSTM for Multi-Step Forecasting (Epilogue) In the previous post, I’ve…

Machine Learning

6 min read

AI For SEA Traffic Management: Modeling (Part 2/2)

Machine Learning

6 min read

Published in Towards Data Science

·Jun 17, 2019

AI For SEA Traffic Management: Feature Engineering (Part 1/2)

Create relevant model features and handle data gaps — Also read: AI for SEA Traffic Management: Modeling (Part 2/2) AI For SEA Traffic Management: Window LSTM for Multi-Step Forecasting (Epilogue) I’ve decided to participate in Grab’s AI for SEA challenge recently. Grab’s presented 3 different challenges: Traffic Management (the one I’ve chosen), Computer Vision, and Safety. The process was…

Machine Learning

6 min read

AI For SEA Traffic Management: Feature Engineering (Part 1/2)

Machine Learning

6 min read